Hive AI-Generated Content Detection

Hive AI-Generated Content Detection combines separate models for AI-generated images and video, text, and audio with a free Chrome extension. It is best suited to developers and organizations that need to screen multiple media types or build detection into a service. Its breadth is useful, but the API request limits and need to tune confidence thresholds call for care.

Overview

Hive offers distinct detection APIs for visual media, text, and audio, plus a browser extension for individual checks. REST endpoints return JSON labels and scores, with developer documentation and code samples; on-premises deployment is also an option. This range makes Hive a plausible fit for product teams and larger organizations, while the extension gives people a way to scan without building an integration. Hive was founded in 2013, and its terms identify Castle Global, Inc. as the company behind its services.

Key features

The image and video endpoint runs AI-generation and deepfake models. It returns confidence scores and, when identified, the image synthesis source. Text detection provides an overall classification and score, then scores each 2,048-character segment. Audio detection divides clips into 10-second chunks and classifies each chunk with its own confidence score. That detail can help teams locate suspect material, but the scores are not a substitute for deciding what level of confidence warrants action.

Hive recommends beginning with model-specific thresholds and refining them for the use case. Its guidance includes a 0.9 threshold for AI-generated images and 0.9 on any frame for AI-generated video. Threshold tuning is especially important when a classification could affect a user or transaction; teams should not treat a score as a universal verdict.

The free Chrome extension scans images, video, text, and audio in real time without requiring a Hive login. It is the simplest route for occasional browser checks. For integration, the APIs support file uploads and batch scanning. Hive also says its team can help with model integration and threshold selection. Report exports are not offered, which may be a drawback for teams that need downloadable scan records.

For organizations with deployment and security requirements, Hive says its infrastructure is SOC 2 Type II compliant and supports TLS encryption in transit, SAML single sign-on, and configurable data retention. Customers own submitted and generated data and can request account and associated data deletion through support. On-premises deployment and multi-region support on Enterprise give larger deployments additional options.

Pricing

The Developers plan is free, with $50+ in Free Credits after adding a payment method, access to 10+ Hive Models, and default rate limits; selected models are pay-as-you-go. It is a useful starting point for developers evaluating models, but the payment-method requirement and default limits matter before moving beyond exploration.

Three focused API plans each include 100 requests/day, with higher limits available by contacting sales:

• AI Video Detection: $6 a month, billed $6.00 / 1000 Video Frames. A fit for teams focused on video, though the daily request cap may constrain frequent scanning.
• AI Image + Deepfake Classifier: $6 a month, billed $6.00 / 1000 Image Requests. It combines image and deepfake classification at the same stated daily limit.
• AI Audio Classifier: $10 a month, billed $10.00 / Audio Hour. Audio-focused users pay more per month than for the image or video plan, while retaining the same 100 requests/day limit.

Enterprise has custom pricing to fit an organization’s usage. It includes all Hive Models and the Moderation Dashboard, highest rate limits, premium support, and multi-region support for high-volume deployments. It is the relevant tier for organizations that need broader model access or more capacity than the focused plans provide.

Platforms

Hive supports API, extension, self-hosted, and web access. The mix suits teams that want to integrate detection, deploy on-premises, or scan directly in a browser. File uploads and batch scanning are supported; report exports are not.

Who it's for

Hive identifies social platforms, insurers, expense tools, dating and gaming apps, and livestreaming services as potential users of its detection models. Developers building moderation or verification workflows can use the separate media APIs, while organizations with higher-volume needs can consider Enterprise. People seeking occasional checks can start with the free extension. It is a weaker fit for anyone who expects scores to settle decisions without threshold tuning, or whose workflow depends on report exports.

Pros and cons

• Pro: Separate models cover visual media, text, and audio, with segment- or chunk-level results that can help pinpoint questionable content.
• Pro: A free Chrome extension scans four media types without a Hive login, so browser checks need no paid plan or integration.
• Pro: REST APIs, on-premises deployment, and Enterprise multi-region support accommodate different integration and deployment needs.
• Con: Focused API plans default to 100 requests/day, so teams with greater volume must contact sales about higher limits.
• Con: Hive recommends tuning thresholds for each use case, adding work for teams that need consistent decisions across different content and risks.
• Con: Report exports are not available, limiting a workflow that depends on exporting scan results.

Alternatives

For a broader directory of options, compare AI Deepfake Detection Tools and AI Content Detection Software. Choose Netarx instead if you want Android, iOS, macOS, or Windows support alongside its free individual plan for video, voice, and email protection. FauxLens is another option if its free tier of 40 credits, four detections, and a six-signal forensic pipeline better suits your initial checks. Consider ForgeSpy for its free image-scan credits and Android or iOS apps. Deepfake Detector may suit users looking for a free tier with 50 monthly detections and voice and video length limits. Reality Defender offers a free API plan with 50 monthly scans, up to three seats, and image and audio analysis. Choose Resemble Detect if you want a free Flex plan with one team seat and pay-as-you-go credits for audio, image, and video detection. Tayanch offers a free Starter plan with 100 monthly checks for evaluating its API before integration. Unreveal is another option to consider.

Verdict

Hive is a strong choice for developers and organizations that need distinct detection APIs across images, video, text, and audio, particularly when browser access or on-premises deployment also matters. Its strongest advantage is that media coverage comes with granular results and multiple integration routes. Look elsewhere if you need higher API volume without a sales conversation, downloadable reports, or a detector that requires no use-case-specific threshold decisions.